{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Use Pretrained Inception-BatchNorm Network\n",
    "----\n",
    "\n",
    "In this example we will demo how to use a pretrained Inception-BatchNorm Network. \n",
    "\n",
    "The network is described in \n",
    "\n",
    "Ioffe, Sergey, and Christian Szegedy. \"Batch normalization: Accelerating deep network training by reducing internal covariate shift.\" arXiv preprint arXiv:1502.03167 (2015).\n",
    "\n",
    "For network structure, you can visualize it in [Composite Symbol Demo](composite_symbol.ipynb)\n",
    "\n",
    "The pre-trained Inception-BatchNorm network is able to be downloaded from:\n",
    "[http://data.dmlc.ml/mxnet/models/imagenet/inception-bn.tar.gz](http://data.dmlc.ml/mxnet/models/imagenet/inception-bn.tar.gz)\n",
    "This model achieves Top-1 Accuracy: 72.5% and Top-5 Accuracy: 90.8%\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import mxnet as mx\n",
    "import logging\n",
    "import numpy as np\n",
    "from skimage import io, transform\n",
    "\n",
    "logger = logging.getLogger()\n",
    "logger.setLevel(logging.DEBUG)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# Load the pre-trained model\n",
    "prefix = \"Inception/Inception-BN\"\n",
    "num_round = 126\n",
    "model = mx.model.FeedForward.load(prefix, num_round, ctx=mx.gpu(), numpy_batch_size=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# mean image\n",
    "mean_rgb = np.array([123.68, 116.779, 103.939])\n",
    "mean_rgb = mean_rgb.reshape((3, 1, 1))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# if you like, you can plot the network\n",
    "# mx.viz.plot_network(model.symbol, shape={\"data\" : (1, 3, 224, 224)})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# load synset (text label)\n",
    "synset = [l.strip() for l in open('Inception/synset.txt').readlines()]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Then we will show how to use this model to classify image. The image was taken in Notre-Dame Basilica, Montreal."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "('Original Image Shape: ', (375, 500, 3))\n",
      "(3, 224, 224) (3, 224, 224) (3, 1, 1)\n",
      "('Top1: ', 'n01751748 sea snake')\n",
      "('Top5: ', ['n01751748 sea snake', 'n01737021 water snake', 'n01729322 hognose snake, puff adder, sand viper', 'n01697457 African crocodile, Nile crocodile, Crocodylus niloticus', 'n01698640 American alligator, Alligator mississipiensis'])\n"
     ]
    },
    {
     "data": {
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IbD1V0IQlH2KPasP4vd/9LXz2sz+Mt749iutub+9w82zAPKeLS7zy5DUAwHq6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\nrkpuceM45mr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TkjlLUoxCpV2v13zIdFho8gKj2BbAWvrsjOPAh/Pm7h5WMPgFIgzQzDKB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\nbbXVVruS/T9RjaSxL9EdkgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fb10bb61590>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def PreprocessImage(path, show_img=False):\n",
    "    # load image\n",
    "    img = io.imread(path)\n",
    "    print(\"Original Image Shape: \", img.shape)\n",
    "    # we crop image from center\n",
    "    short_egde = min(img.shape[:2])\n",
    "    yy = int((img.shape[0] - short_egde) / 2)\n",
    "    xx = int((img.shape[1] - short_egde) / 2)\n",
    "    crop_img = img[yy : yy + short_egde, xx : xx + short_egde]\n",
    "    # resize to 224, 224\n",
    "    resized_img = transform.resize(crop_img, (224, 224))\n",
    "    if show_img:\n",
    "        io.imshow(resized_img)\n",
    "    # convert to numpy.ndarray\n",
    "    sample = np.asarray(resized_img) * 256\n",
    "    # swap axes to make image from (224, 224, 3) to (3, 224, 224)\n",
    "    sample = np.swapaxes(sample, 0, 2)\n",
    "    sample = np.swapaxes(sample, 1, 2)\n",
    "    # sub mean \n",
    "    normed_img = sample - mean_rgb\n",
    "    print normed_img.shape, sample.shape, mean_rgb.shape\n",
    "    normed_img = normed_img.reshape((1, 3, 224, 224))\n",
    "    return normed_img\n",
    "\n",
    "# Get preprocessed batch (single image batch)\n",
    "batch = PreprocessImage('ILSVRC2012_val_00000001.JPEG', True)\n",
    "# Get prediction probability of 1000 classes from model\n",
    "prob = model.predict(batch)[0]\n",
    "# Argsort, get prediction index from largest prob to lowest\n",
    "pred = np.argsort(prob)[::-1]\n",
    "# Get top1 label\n",
    "top1 = synset[pred[0]]\n",
    "print(\"Top1: \", top1)\n",
    "# Get top5 label\n",
    "top5 = [synset[pred[i]] for i in range(5)]\n",
    "print(\"Top5: \", top5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "To extract feature, it is in similar to steps of [CIFAR-10](cifar-recipe.ipynb)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(1, 1024, 1, 1)\n"
     ]
    }
   ],
   "source": [
    "# get internals from model's symbol\n",
    "internals = model.symbol.get_internals()\n",
    "# get feature layer symbol out of internals\n",
    "fea_symbol = internals[\"global_pool_output\"]\n",
    "# Make a new model by using an internal symbol. We can reuse all parameters from model we trained before\n",
    "# In this case, we must set ```allow_extra_params``` to True\n",
    "# Because we don't need params from FullyConnected symbol\n",
    "feature_extractor = mx.model.FeedForward(ctx=mx.gpu(), symbol=fea_symbol, numpy_batch_size=1,\n",
    "                                         arg_params=model.arg_params, aux_params=model.aux_params,\n",
    "                                         allow_extra_params=True)\n",
    "# predict feature\n",
    "global_pooling_feature = feature_extractor.predict(batch)\n",
    "print(global_pooling_feature.shape)"
   ]
  },
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   },
   "outputs": [],
   "source": []
  }
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